conformal prediction

Toward Conditional Distribution Calibration in Survival Prediction NeurIPS 2024 Towards a Greek Proverb Atlas: Computational Spatial Exploration and Attribution of Greek Proverbs EMNLP 2024 Towards Human-AI Complementarity with Prediction Sets NeurIPS 2024 Towards Modeling Uncertainties of Self-Explaining Neural Networks via Conformal Prediction AAAI 2024 TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction NAACL 2024 Two fundamental limits for uncertainty quantification in predictive inference COLT 2024 Uncertainty quantification and robustification of model-based controllers using conformal prediction L4DC 2024 Verifiably Robust Conformal Prediction NeurIPS 2024 Verification of neural reachable tubes via scenario optimization and conformal prediction L4DC 2024 A Large-Scale Study of Probabilistic Calibration in Neural Network Regression ICML 2023 AmnioML: Amniotic Fluid Segmentation and Volume Prediction with Uncertainty Quantification AAAI 2023 Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023 Batch Multivalid Conformal Prediction ICLR 2023 Bayesian Optimization with Conformal Prediction Sets AISTATS 2023 Calibrated Multiple-Output Quantile Regression with Representation Learning JMLR 2023 CBD: A Certified Backdoor Detector Based on Local Dominant Probability NeurIPS 2023 Class-Conditional Conformal Prediction with Many Classes NeurIPS 2023 CoDrug: Conformal Drug Property Prediction with Density Estimation under Covariate Shift NeurIPS 2023 Conformalization of Sparse Generalized Linear Models ICML 2023 Conformalized matrix completion NeurIPS 2023 Conformalized Unconditional Quantile Regression AISTATS 2023 Conformal Meta-learners for Predictive Inference of Individual Treatment Effects NeurIPS 2023 Conformal Nucleus Sampling ACL 2023 Conformal Off-Policy Prediction AISTATS 2023 Conformal PID Control for Time Series Prediction NeurIPS 2023